FrontOrbit AI Receptionist: How It Works, What It Can Do, and How to Train It

The Technology Foundation

What "AI Receptionist" Actually Means

The term is overloaded. FrontOrbit's AI is not a keyword-matching chatbot (which breaks on anything outside pre-set scripts) nor an open-ended general AI (which will hallucinate or go off-topic).

It is a Retrieval-Augmented Generation (RAG) system: a large language model grounded by your business's specific data — services, hours, prices, FAQs — retrieved in real time before each response is generated. This architecture is described in Lewis et al. (2020), "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks", the foundational paper for the RAG paradigm.

In plain terms: the AI is smart enough to have a natural conversation, but it answers only from your business's verified data, not from general internet knowledge.

Conversation Memory and Context

Every customer interaction is stored as a conversation thread in FrontOrbit's database. When the same customer messages again (days, weeks, or months later), the AI retrieves:

• The customer's name and contact details
• Previous services they've inquired about or booked
• Outstanding questions from past conversations
• The channel they used (WhatsApp, Telegram, Instagram, etc.)

This enables contextually coherent conversations:

Customer: "I'm back. Same as last time please."
AI: "Great to hear from you again, Sarah! You had a Botox consultation in July — would you like to book another session? I have availability this Thursday at 3 PM."

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What Your AI Knows (And How to Update It)

The AI's knowledge consists of five pillars, all configurable in your dashboard:

Pillar	Where to Edit	How the AI Uses It
Business Info	Personalization → Business Info	Name, location, contact, hours
Services Catalogue	Personalization → Services	Pricing, duration, descriptions
AI Persona	Personalization → AI Persona	Name, tone, system instruction
FAQ / Knowledge Base	Personalization → FAQ	Answers to common questions
Booking Policy	Personalization → Booking	Lead times, cancellation policy

Training Your AI with FAQs

The FAQ section is the most powerful training tool available to you. Add every question your team manually answers more than once per week:

High-impact FAQ examples for a MedSpa:

• "Do you offer payment plans?" → Full answer with your specific options
• "What should I do before my Botox appointment?" → Pre-care instructions
• "How long does a HydraFacial take?" → 60 minutes, including consultation
• "Do you offer packages for multiple sessions?" → Describe your packages
• "What's your cancellation policy?" → Your exact policy

How FAQs are used: When a customer asks a question, the AI searches your FAQ for a matching entry and uses it as the primary source for its response. Without FAQs, the AI falls back to its general training, which may produce less accurate or overly generic answers.

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Persona Configuration: Name, Tone, and System Prompt

Name and Tone

Your AI's persona is configured in Settings → Personalization → AI Persona:

• AI Assistant Name: This name appears at the start of conversations and in the AI's self-introductions ("Hi, I'm Aria from Serenity MedSpa"). Choose something that fits your brand — professional names like "Nova," "Aria," or "Alex" work well across industries.

• Conversational Tone:

  • Warm & Friendly — Empathetic, conversational, slightly casual. Best for beauty, wellness, and lifestyle businesses.
  • Professional & Formal — Precise, measured, respectful. Best for legal, financial, and medical practices.
  • Casual & Upbeat — Energetic, approachable, uses light humor. Best for salons, fitness studios, and younger demographics.

Advanced: System Prompt Override

For businesses with very specific AI requirements, Settings → Personalization → AI Persona → Custom System Prompt allows you to override the auto-generated prompt entirely.

Use this for:

• Specific language requirements ("Always respond in British English")
• Strict topic restrictions ("Never discuss competitor pricing")
• Custom conversation flows ("Always offer a free consultation before discussing pricing")

If blank, FrontOrbit auto-generates the optimal system prompt based on your vertical, tone, persona name, and FAQ content.

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What the AI Will and Will Not Do

Understanding the AI's boundaries prevents surprises in production.

✅ The AI Will:

• Answer questions about your services, prices, hours, and location
• Book appointments by checking and writing to your connected calendar
• Capture lead details (name, phone, email) and add to your CRM
• Send appointment reminders via configured channels
• Handle objections with pre-defined FAQ answers
• Escalate to a human (pause itself) when it detects frustration or complexity
• Respond in the customer's language (50+ languages supported)

❌ The AI Will NOT:

• Provide medical diagnoses or treatment advice
• Share confidential patient/customer data between accounts
• Process payments (it directs customers to your payment link)
• Access external websites or real-time internet data
• Make promises outside your configured service catalogue
• Continue a conversation if the human agent has paused the AI

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The Human Takeover Protocol

When a conversation requires human judgment, your team can take over from the FrontOrbit Inbox:

1. Open the conversation in Inbox
2. Toggle "Pause AI" — the AI immediately stops responding to that conversation
3. Reply manually as many times as needed
4. Toggle "Resume AI" when the human interaction is complete

The AI will not re-engage until explicitly resumed, even if the customer sends new messages. This is a firm architectural guarantee.

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Voice AI: How the Phone Receptionist Works

For businesses with the Voice AI channel active, FrontOrbit uses Vapi — a real-time voice AI platform — to power telephone conversations.

How a call works:

1. Customer calls your dedicated Vapi phone number
2. Vapi's real-time speech-to-text engine transcribes speech in under 200ms
3. Transcription is sent to FrontOrbit's AI for response generation
4. Response is synthesized to speech using your selected voice (Sarah, Emma, Michael, Rachel)
5. Audio is streamed back to the caller — end-to-end latency under 1.5 seconds

Voice AI vs text AI differences:

• Voice conversations are automatically saved as transcripts in your Inbox
• Interruption handling (customer talks over the AI) is handled by Vapi's endpointing algorithm
• Calls exceeding 15 minutes trigger an automatic "let me have a team member call you back" handoff

The Vapi platform documentation is at docs.vapi.ai.

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Frequently Asked Questions

Q: Can I test my AI before we go live to customers? Yes. During the 72-hour testing window, message your own channels (WhatsApp number, Telegram bot, etc.) with test questions. The responses you see are exactly what customers will see.

Q: The AI gave an incorrect answer about my prices. How do I fix it? Go to Settings → Personalization → Services and update the price. Changes take effect within minutes — no rebuild or restart required.

Q: Can I train the AI to never mention competitor businesses? Yes. Add a FAQ entry: "Q: What about [Competitor]? A: We focus on providing the best service for our clients and don't comment on other businesses." Alternatively, use the Custom System Prompt to add an explicit restriction.

Q: What language does the AI respond in? The AI detects the language of the incoming message and responds in the same language. If a customer messages in Spanish, the AI responds in Spanish — even if your FAQ and services are written in English. You can restrict this to specific languages in the Custom System Prompt.

Q: How does the AI handle sensitive topics (mental health, medical emergencies)? FrontOrbit's AI has built-in safety protocols that detect crisis keywords (e.g., mentions of self-harm). In those cases, the AI immediately pauses, provides emergency resource information, and flags the conversation for human review in your Inbox.